{"id":"W2997984353","doi":"10.1111/trf.15649","title":"Blood loss from laboratory testing, anemia, and red blood cell transfusion in the intensive care unit: a retrospective study","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University Medical Centre; Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Interquartile range; Phlebotomy; Intensive care unit; Anemia; Blood transfusion; Retrospective cohort study; Hematocrit; Hazard ratio; Confidence interval; Red blood cell; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001970402,0.0003522693,0.0006674497,0.001739302,0.0006905638,0.001059207,0.0007228969,0.0005115004,0.0009362989],"category_scores_gemma":[0.005178027,0.0005008904,0.0005183895,0.003558816,0.0007263595,0.0007322399,0.0007270689,0.0005968781,0.0001815508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143293,"about_ca_system_score_gemma":0.001720982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0229646,"about_ca_topic_score_gemma":0.02091183,"domain_scores_codex":[0.9975478,0.0005545593,0.0005357286,0.0004827705,0.0006401568,0.0002389731],"domain_scores_gemma":[0.9916388,0.001641024,0.004372101,0.0005323455,0.00105665,0.0007589748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003708042,0.00001023569,0.9995546,0.000008793532,0.0000210921,0.0000582937,0.0000385696,0.000007005896,0.0000194388,0.000003400545,0.00002487371,0.000216639],"study_design_scores_gemma":[0.000009377777,0.0001424559,0.9984693,0.00002173302,0.00005674443,0.0006173101,0.0003696376,0.0001104044,0.00003243209,0.000007458882,0.0001572677,0.000005991334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988118,0.0005996643,0.00007838716,0.00001776574,0.000003662072,0.00002695319,0.0002478189,0.000002058401,0.0002118567],"genre_scores_gemma":[0.999245,0.0002531377,0.00009321414,0.00003403081,0.00001157177,0.0000198144,0.00031079,0.000001711966,0.00003076868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0229646,"threshold_uncertainty_score":0.04566187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308036495616164,"score_gpt":0.2409365219096996,"score_spread":0.227856156953538,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}